{"id":"W4402053028","doi":"10.1108/978-1-80262-713-820241001","title":"Introducing the Change Maker","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The King's University; Western University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001555047,0.000657968,0.0003609335,0.0009831501,0.002806885,0.007313637,0.00113742,0.003738584,0.03736217],"category_scores_gemma":[0.003236397,0.0003623974,0.0003807298,0.0009016336,0.005449073,0.009850889,0.003534418,0.006236954,0.01394407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003603839,"about_ca_system_score_gemma":0.002187364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660603,"about_ca_topic_score_gemma":0.004905939,"domain_scores_codex":[0.9987457,0.0004829689,0.00002520907,0.0002324838,0.0003858607,0.0001277677],"domain_scores_gemma":[0.9992025,0.0004014211,0.00003875875,0.0001066083,0.0001529809,0.00009777421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001010465,0.00001932904,0.00006521877,0.0000485579,0.000001800977,0.00007179281,0.002183381,0.0001579813,0.0001648413,0.8547671,0.08565465,0.05685511],"study_design_scores_gemma":[0.00000302638,0.000009816484,0.00006841273,0.00007204473,0.000001935915,0.00006409966,0.0008285246,0.0001979227,0.0001432234,0.1101488,0.8884553,0.000006857632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001177205,0.004859417,0.01947329,0.02008609,0.00352787,0.00005835222,0.00003714367,0.0002025246,0.950578],"genre_scores_gemma":[0.04978126,0.003657173,0.009558498,0.008088271,0.0008222772,0.0001141583,0.00005013697,0.0002445806,0.9276837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03736217,"threshold_uncertainty_score":0.1249889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3121938478999373,"score_gpt":0.4041884171715074,"score_spread":0.09199456927157018,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}